plot_side_by_side.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3600x2160 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def draw_side_by_side():\n",
    "\n",
    "    fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(50, 30))\n",
    "    axes[0].set_title('Graph 0', fontsize = 104)\n",
    "    axes[1].set_title('Graph 1', fontsize = 104)\n",
    "    axes[2].set_title('Graph 2', fontsize = 104)\n",
    "    \n",
    "    axes[0].text(0.45, 0, 'Graph 0',\n",
    "        verticalalignment ='bottom',\n",
    "        horizontalalignment ='left',\n",
    "        transform = axes[0].transAxes,\n",
    "        color ='green', fontsize = 50)\n",
    "    \n",
    "    axes[1].text(0.45, 0, 'Graph 1',\n",
    "        verticalalignment ='bottom',\n",
    "        horizontalalignment ='left',\n",
    "        transform = axes[1].transAxes,\n",
    "        color ='green', fontsize = 50)\n",
    "    \n",
    "    axes[2].text(0.45, 0, 'Graph 2',\n",
    "        verticalalignment ='bottom',\n",
    "        horizontalalignment ='left',\n",
    "        transform = axes[2].transAxes,\n",
    "        color ='green', fontsize = 50)\n",
    "    \n",
    "\n",
    "    \n",
    "    g = nx.Graph()\n",
    " \n",
    "    g.add_edge(1, 2)\n",
    "    g.add_edge(2, 3)\n",
    "    g.add_edge(3, 4)\n",
    "    g.add_edge(1, 4)\n",
    "    g.add_edge(1, 5)\n",
    "    nx.draw(g, ax=axes[2])\n",
    "    \n",
    "    g = nx.Graph()\n",
    " \n",
    "    g.add_edge(1, 2)\n",
    "    g.add_edge(2, 3)\n",
    "    g.add_edge(3, 4)\n",
    "    g.add_edge(1, 4)\n",
    "    g.add_edge(1, 5)\n",
    "    nx.draw(g, ax=axes[1])\n",
    "    \n",
    "    g = nx.Graph()\n",
    " \n",
    "    g.add_edge(1, 2)\n",
    "    g.add_edge(2, 3)\n",
    "    g.add_edge(3, 4)\n",
    "    g.add_edge(1, 4)\n",
    "    g.add_edge(1, 5)\n",
    "    nx.draw(g, ax=axes[0])\n",
    "    \n",
    "\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "draw_side_by_side()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}